The Fail Whale is designed by Lu Yiying and made popular by Twitter. As you all may know Twitter website will show the Fail Whale picture when the server is overloaded or failed.
Zazzle and Spread Shirt are the two official websites where you can get the official Fail Whale T-Shirt. I ordered mine from Zazzle.